Last code update: Feb 8, 202s4

User Inputs

source directory: /Users/nalbistami/Gladstone Dropbox/Noura Al Bistami/AALS Shared DropBox/GEDI Analysis/Combined Experiments/Combined_NonLinear Code/sALS all
output directory: /Users/nalbistami/Gladstone Dropbox/Noura Al Bistami/AALS Shared DropBox/GEDI Analysis/Combined Experiments/Combined_NonLinear Code/sALS all

drug: FALSE
drug kept: None
line kept:

multiple_experiments: TRUE
multiple_plates <- FALSE

compare_cellline <- FALSE
compare_class <- TRUE
compare_drug <-FALSE

reference conditions:

## Removing Sci_SampleIDs that only appears in one experiment
## 
## 
## |Sci_SampleID | count|
## |:------------|-----:|
## |1XJ2iCTR     |     1|
## |8KVViALS     |     1|
## 
## Removing Hours that only appears in one experiment
## 
## 
## | Hour| count|
## |----:|-----:|
## |  204|     1|
## 
## 
## |Experiment |Plate |CellLine | sum_live| sum_dead|
## |:----------|:-----|:--------|--------:|--------:|
## |AALS-Set10 |NA    |0XLRiALS |    18270|      631|
## |AALS-Set10 |NA    |0YX7iCTR |    23366|      874|
## |AALS-Set10 |NA    |2AE8iCTR |    43784|      492|
## |AALS-Set10 |NA    |5GBQiALS |    14258|      402|
## |AALS-Set11 |NA    |2AE8iCTR |    18734|     2102|
## |AALS-Set11 |NA    |3DE3iALS |     7604|     1574|
## |AALS-Set11 |NA    |5GBQiALS |     7967|     2241|
## |AALS-Set11 |NA    |5NWTiCTR |     8252|     1274|
## |AALS-Set12 |NA    |2AE8iCTR |    17524|     1090|
## |AALS-Set12 |NA    |3DE3iALS |    16613|     3247|
## |AALS-Set12 |NA    |5GBQiALS |    16614|      534|
## |AALS-Set12 |NA    |6GNGiCTR |    17629|     1822|
## |AALS-Set13 |NA    |0XLRiALS |    52780|     7013|
## |AALS-Set13 |NA    |2AE8iCTR |    52810|     4391|
## |AALS-Set13 |NA    |3DE3iALS |    53024|     6685|
## |AALS-Set13 |NA    |5GBQiALS |    21985|     4120|
## |AALS-Set13 |NA    |8RBNiALS |     4655|     1965|
## |AALS-Set18 |NA    |6GNGiCTR |    25922|     2562|
## |AALS-Set18 |NA    |6ZKZiCTR |    24538|     2934|
## |AALS-Set18 |NA    |7PFJiCTR |    20270|     3212|
## |AALS-Set18 |NA    |8RBNiALS |    51463|     1775|
## |AALS-Set20 |NA    |0XLRiALS |    71762|    15035|
## |AALS-Set20 |NA    |2AE8iCTR |    79112|    13995|
## |AALS-Set20 |NA    |6WKViALS |    71775|     8570|
## |AALS-Set20 |NA    |6ZKZiCTR |    62365|    14876|
## |AALS-Set20 |NA    |7PFJiCTR |    53060|    19275|
## |AALS-Set20 |NA    |8RBNiALS |    64278|    13311|
## |AALS-Set21 |NA    |2AE8iCTR |    39434|     2669|
## |AALS-Set21 |NA    |3DE3iALS |    31653|     5297|
## |AALS-Set21 |NA    |5NWTiCTR |    44204|     2411|
## |AALS-Set21 |NA    |6GNGiCTR |    13651|     3793|
## |AALS-Set21 |NA    |6WKViALS |    49171|     1404|
## |AALS-Set22 |NA    |0YX7iCTR |    23371|     1133|
## |AALS-Set22 |NA    |2AE8iCTR |    37942|     1927|
## |AALS-Set22 |NA    |6WKViALS |    75802|     1622|
## |AALS-Set22 |NA    |8RBNiALS |    15899|     1295|
## |AALS-Set25 |NA    |0YX7iCTR |    38004|     2032|
## |AALS-Set25 |NA    |6WKViALS |    17813|     1667|
## |AALS-Set25 |NA    |9DT1iALS |    30568|     5225|
## |AALS-Set26 |NA    |0XLRiALS |     7019|     1154|
## |AALS-Set26 |NA    |0YX7iCTR |    24926|      780|
## |AALS-Set26 |NA    |2AE8iCTR |    16131|      900|
## |AALS-Set26 |NA    |7PFJiCTR |     7559|     2610|
## |AALS-Set26 |NA    |8RBNiALS |    12527|     2346|
## |AALS-Set29 |NA    |0XLRiALS |    16325|     1183|
## |AALS-Set29 |NA    |2AE8iCTR |     5847|      404|
## |AALS-Set29 |NA    |7PFJiCTR |     9931|      633|
## |AALS-Set29 |NA    |8RBNiALS |     7598|      422|
## |AALS-Set33 |NA    |0XLRiALS |     7225|     1077|
## |AALS-Set33 |NA    |0YX7iCTR |    15281|      885|
## |AALS-Set34 |NA    |0XLRiALS |     1225|       74|
## |AALS-Set34 |NA    |0YX7iCTR |     1876|      112|
## |AALS-Set35 |NA    |0XLRiALS |     7274|      280|
## |AALS-Set35 |NA    |0YX7iCTR |     2536|       88|
## |AALS-Set36 |NA    |2AE8iCTR |    15130|      646|
## |AALS-Set36 |NA    |4HUAiALS |    10215|     2042|
## |AALS-Set41 |NA    |0YX7iCTR |     2920|      118|
## |AALS-Set41 |NA    |4HUAiALS |     3281|      550|
## |AALS-Set44 |NA    |0YX7iCTR |     7678|      957|
## |AALS-Set44 |NA    |4HUAiALS |     5876|      741|
## |AALS-Set5  |NA    |5NWTiCTR |    30872|     2370|
## |AALS-Set5  |NA    |6WKViALS |    27719|     8342|
## |AALS-Set5  |NA    |9DT1iALS |     4769|     1902|
## |AALS-Set8  |NA    |0XLRiALS |    74055|     2195|
## |AALS-Set8  |NA    |2AE8iCTR |    41421|      657|
## |AALS-Set8  |NA    |3DE3iALS |    53189|     1116|
## |AALS-Set8  |NA    |5GBQiALS |     9616|      445|
## |AALS-Set8  |NA    |5NWTiCTR |    44796|     1733|
## 
## 
## |Experiment |Plate |CellLine |Timepoint |Hour | sum_live| sum_dead|
## |:----------|:-----|:--------|:---------|:----|--------:|--------:|
## |AALS-Set10 |NA    |0XLRiALS |1         |0    |     2016|       25|
## |AALS-Set10 |NA    |0XLRiALS |2         |24   |     2238|       31|
## |AALS-Set10 |NA    |0XLRiALS |3         |48   |     2439|       45|
## |AALS-Set10 |NA    |0XLRiALS |4         |72   |     2448|       32|
## |AALS-Set10 |NA    |0XLRiALS |5         |96   |     2310|       26|
## |AALS-Set10 |NA    |0XLRiALS |6         |120  |     2246|       33|
## |AALS-Set10 |NA    |0XLRiALS |7         |144  |     2219|       73|
## |AALS-Set10 |NA    |0XLRiALS |8         |168  |     1430|      153|
## |AALS-Set10 |NA    |0XLRiALS |9         |192  |      924|      213|
## |AALS-Set10 |NA    |0YX7iCTR |1         |0    |     2298|       69|
## |AALS-Set10 |NA    |0YX7iCTR |2         |24   |     2482|       74|
## |AALS-Set10 |NA    |0YX7iCTR |3         |48   |     2668|       98|
## |AALS-Set10 |NA    |0YX7iCTR |4         |72   |     2804|       86|
## |AALS-Set10 |NA    |0YX7iCTR |5         |96   |     2983|       78|
## |AALS-Set10 |NA    |0YX7iCTR |6         |120  |     2826|       84|
## |AALS-Set10 |NA    |0YX7iCTR |7         |144  |     2557|      128|
## |AALS-Set10 |NA    |0YX7iCTR |8         |168  |     2635|       93|
## |AALS-Set10 |NA    |0YX7iCTR |9         |192  |     2113|      164|
## |AALS-Set10 |NA    |2AE8iCTR |1         |0    |     4231|       57|
## |AALS-Set10 |NA    |2AE8iCTR |2         |24   |     5027|       51|
## |AALS-Set10 |NA    |2AE8iCTR |3         |48   |     5492|       49|
## |AALS-Set10 |NA    |2AE8iCTR |4         |72   |     6101|       49|
## |AALS-Set10 |NA    |2AE8iCTR |5         |96   |     5409|       44|
## |AALS-Set10 |NA    |2AE8iCTR |6         |120  |     4980|       66|
## |AALS-Set10 |NA    |2AE8iCTR |7         |144  |     4561|       66|
## |AALS-Set10 |NA    |2AE8iCTR |8         |168  |     4114|       49|
## |AALS-Set10 |NA    |2AE8iCTR |9         |192  |     3869|       61|
## |AALS-Set10 |NA    |5GBQiALS |1         |0    |     1360|       18|
## |AALS-Set10 |NA    |5GBQiALS |2         |24   |     1504|       22|
## |AALS-Set10 |NA    |5GBQiALS |3         |48   |     1694|       34|
## |AALS-Set10 |NA    |5GBQiALS |4         |72   |     1699|       29|
## |AALS-Set10 |NA    |5GBQiALS |5         |96   |     1657|       35|
## |AALS-Set10 |NA    |5GBQiALS |6         |120  |     1689|       32|
## |AALS-Set10 |NA    |5GBQiALS |7         |144  |     1684|       53|
## |AALS-Set10 |NA    |5GBQiALS |8         |168  |     1566|       93|
## |AALS-Set10 |NA    |5GBQiALS |9         |192  |     1405|       86|
## |AALS-Set11 |NA    |2AE8iCTR |1         |0    |     1680|      101|
## |AALS-Set11 |NA    |2AE8iCTR |2         |24   |     2020|      143|
## |AALS-Set11 |NA    |2AE8iCTR |3         |48   |     1968|      201|
## |AALS-Set11 |NA    |2AE8iCTR |4         |72   |     2243|      177|
## |AALS-Set11 |NA    |2AE8iCTR |5         |96   |     2323|      213|
## |AALS-Set11 |NA    |2AE8iCTR |6         |120  |     2118|      262|
## |AALS-Set11 |NA    |2AE8iCTR |7         |144  |     2049|      392|
## |AALS-Set11 |NA    |2AE8iCTR |8         |168  |     2043|      340|
## |AALS-Set11 |NA    |2AE8iCTR |9         |192  |     2290|      273|
## |AALS-Set11 |NA    |3DE3iALS |1         |0    |      955|       44|
## |AALS-Set11 |NA    |3DE3iALS |2         |24   |      988|       56|
## |AALS-Set11 |NA    |3DE3iALS |3         |48   |      928|       89|
## |AALS-Set11 |NA    |3DE3iALS |4         |72   |      923|      110|
## |AALS-Set11 |NA    |3DE3iALS |5         |96   |      769|      175|
## |AALS-Set11 |NA    |3DE3iALS |6         |120  |      759|      259|
## |AALS-Set11 |NA    |3DE3iALS |7         |144  |      704|      365|
## |AALS-Set11 |NA    |3DE3iALS |8         |168  |      852|      217|
## |AALS-Set11 |NA    |3DE3iALS |9         |192  |      726|      259|
## |AALS-Set11 |NA    |5GBQiALS |1         |0    |      605|       89|
## |AALS-Set11 |NA    |5GBQiALS |2         |24   |      673|      214|
## |AALS-Set11 |NA    |5GBQiALS |3         |48   |      678|      242|
## |AALS-Set11 |NA    |5GBQiALS |4         |72   |      888|      193|
## |AALS-Set11 |NA    |5GBQiALS |5         |96   |      879|      253|
## |AALS-Set11 |NA    |5GBQiALS |6         |120  |      928|      330|
## |AALS-Set11 |NA    |5GBQiALS |7         |144  |      952|      409|
## |AALS-Set11 |NA    |5GBQiALS |8         |168  |     1165|      235|
## |AALS-Set11 |NA    |5GBQiALS |9         |192  |     1199|      276|
## |AALS-Set11 |NA    |5NWTiCTR |1         |0    |      529|       53|
## |AALS-Set11 |NA    |5NWTiCTR |2         |24   |      727|       61|
## |AALS-Set11 |NA    |5NWTiCTR |3         |48   |      885|      133|
## |AALS-Set11 |NA    |5NWTiCTR |4         |72   |      850|      105|
## |AALS-Set11 |NA    |5NWTiCTR |5         |96   |     1049|      157|
## |AALS-Set11 |NA    |5NWTiCTR |6         |120  |     1031|      224|
## |AALS-Set11 |NA    |5NWTiCTR |7         |144  |     1014|      257|
## |AALS-Set11 |NA    |5NWTiCTR |8         |168  |      952|      148|
## |AALS-Set11 |NA    |5NWTiCTR |9         |192  |     1215|      136|
## |AALS-Set12 |NA    |2AE8iCTR |1         |0    |     2225|       49|
## |AALS-Set12 |NA    |2AE8iCTR |2         |24   |     2465|       48|
## |AALS-Set12 |NA    |2AE8iCTR |3         |48   |     2674|       43|
## |AALS-Set12 |NA    |2AE8iCTR |4         |72   |     1848|       64|
## |AALS-Set12 |NA    |2AE8iCTR |5         |96   |     1697|      106|
## |AALS-Set12 |NA    |2AE8iCTR |6         |120  |     1558|      136|
## |AALS-Set12 |NA    |2AE8iCTR |7         |144  |     2042|      132|
## |AALS-Set12 |NA    |2AE8iCTR |8         |168  |     1448|      211|
## |AALS-Set12 |NA    |2AE8iCTR |9         |192  |     1567|      301|
## |AALS-Set12 |NA    |3DE3iALS |1         |0    |     2270|       78|
## |AALS-Set12 |NA    |3DE3iALS |2         |24   |     2491|      112|
## |AALS-Set12 |NA    |3DE3iALS |3         |48   |     2569|      130|
## |AALS-Set12 |NA    |3DE3iALS |4         |72   |     1774|      240|
## |AALS-Set12 |NA    |3DE3iALS |5         |96   |     1764|      371|
## |AALS-Set12 |NA    |3DE3iALS |6         |120  |     1658|      552|
## |AALS-Set12 |NA    |3DE3iALS |7         |144  |     1837|      483|
## |AALS-Set12 |NA    |3DE3iALS |8         |168  |     1124|      612|
## |AALS-Set12 |NA    |3DE3iALS |9         |192  |     1126|      669|
## |AALS-Set12 |NA    |5GBQiALS |1         |0    |     1932|       43|
## |AALS-Set12 |NA    |5GBQiALS |2         |24   |     2344|       39|
## |AALS-Set12 |NA    |5GBQiALS |3         |48   |     2187|       44|
## |AALS-Set12 |NA    |5GBQiALS |4         |72   |     1758|       63|
## |AALS-Set12 |NA    |5GBQiALS |5         |96   |     1696|       56|
## |AALS-Set12 |NA    |5GBQiALS |6         |120  |     1650|       70|
## |AALS-Set12 |NA    |5GBQiALS |7         |144  |     1984|       39|
## |AALS-Set12 |NA    |5GBQiALS |8         |168  |     1540|       70|
## |AALS-Set12 |NA    |5GBQiALS |9         |192  |     1523|      110|
## |AALS-Set12 |NA    |6GNGiCTR |1         |0    |     2234|      105|
## |AALS-Set12 |NA    |6GNGiCTR |2         |24   |     2160|      104|
## |AALS-Set12 |NA    |6GNGiCTR |3         |48   |     2349|       88|
## |AALS-Set12 |NA    |6GNGiCTR |4         |72   |     1621|      166|
## |AALS-Set12 |NA    |6GNGiCTR |5         |96   |     1788|      183|
## |AALS-Set12 |NA    |6GNGiCTR |6         |120  |     1822|      292|
## |AALS-Set12 |NA    |6GNGiCTR |7         |144  |     2224|      173|
## |AALS-Set12 |NA    |6GNGiCTR |8         |168  |     1673|      322|
## |AALS-Set12 |NA    |6GNGiCTR |9         |192  |     1758|      389|
## |AALS-Set13 |NA    |0XLRiALS |1         |0    |     6710|      407|
## |AALS-Set13 |NA    |0XLRiALS |2         |24   |     7029|      569|
## |AALS-Set13 |NA    |0XLRiALS |3         |48   |     7419|      927|
## |AALS-Set13 |NA    |0XLRiALS |4         |72   |     7404|      870|
## |AALS-Set13 |NA    |0XLRiALS |5         |96   |     6754|      977|
## |AALS-Set13 |NA    |0XLRiALS |6         |120  |     6458|     1106|
## |AALS-Set13 |NA    |0XLRiALS |7         |144  |     5962|     1164|
## |AALS-Set13 |NA    |0XLRiALS |8         |168  |     5044|      993|
## |AALS-Set13 |NA    |2AE8iCTR |1         |0    |     6393|      295|
## |AALS-Set13 |NA    |2AE8iCTR |2         |24   |     6516|      400|
## |AALS-Set13 |NA    |2AE8iCTR |3         |48   |     6855|      579|
## |AALS-Set13 |NA    |2AE8iCTR |4         |72   |     7126|      458|
## |AALS-Set13 |NA    |2AE8iCTR |5         |96   |     6876|      602|
## |AALS-Set13 |NA    |2AE8iCTR |6         |120  |     6640|      614|
## |AALS-Set13 |NA    |2AE8iCTR |7         |144  |     6601|      629|
## |AALS-Set13 |NA    |2AE8iCTR |8         |168  |     5803|      814|
## |AALS-Set13 |NA    |3DE3iALS |1         |0    |     6248|      341|
## |AALS-Set13 |NA    |3DE3iALS |2         |24   |     6441|      409|
## |AALS-Set13 |NA    |3DE3iALS |3         |48   |     7019|      560|
## |AALS-Set13 |NA    |3DE3iALS |4         |72   |     7223|      576|
## |AALS-Set13 |NA    |3DE3iALS |5         |96   |     6700|      976|
## |AALS-Set13 |NA    |3DE3iALS |6         |120  |     6730|     1030|
## |AALS-Set13 |NA    |3DE3iALS |7         |144  |     6635|     1217|
## |AALS-Set13 |NA    |3DE3iALS |8         |168  |     6028|     1576|
## |AALS-Set13 |NA    |5GBQiALS |1         |0    |     3475|      379|
## |AALS-Set13 |NA    |5GBQiALS |2         |24   |     3196|      435|
## |AALS-Set13 |NA    |5GBQiALS |3         |48   |     3220|      557|
## |AALS-Set13 |NA    |5GBQiALS |4         |72   |     3290|      523|
## |AALS-Set13 |NA    |5GBQiALS |5         |96   |     2765|      512|
## |AALS-Set13 |NA    |5GBQiALS |6         |120  |     2419|      543|
## |AALS-Set13 |NA    |5GBQiALS |7         |144  |     2032|      658|
## |AALS-Set13 |NA    |5GBQiALS |8         |168  |     1588|      513|
## |AALS-Set13 |NA    |8RBNiALS |1         |0    |      900|      174|
## |AALS-Set13 |NA    |8RBNiALS |2         |24   |      766|      234|
## |AALS-Set13 |NA    |8RBNiALS |3         |48   |      651|      275|
## |AALS-Set13 |NA    |8RBNiALS |4         |72   |      581|      261|
## |AALS-Set13 |NA    |8RBNiALS |5         |96   |      472|      271|
## |AALS-Set13 |NA    |8RBNiALS |6         |120  |      461|      248|
## |AALS-Set13 |NA    |8RBNiALS |7         |144  |      424|      257|
## |AALS-Set13 |NA    |8RBNiALS |8         |168  |      400|      245|
## |AALS-Set18 |NA    |6GNGiCTR |1         |0    |     3108|      318|
## |AALS-Set18 |NA    |6GNGiCTR |2         |24   |     3111|      258|
## |AALS-Set18 |NA    |6GNGiCTR |3         |48   |     3195|      368|
## |AALS-Set18 |NA    |6GNGiCTR |4         |72   |     2888|      353|
## |AALS-Set18 |NA    |6GNGiCTR |5         |96   |     3357|      295|
## |AALS-Set18 |NA    |6GNGiCTR |6         |120  |     2604|      244|
## |AALS-Set18 |NA    |6GNGiCTR |7         |144  |     2353|      261|
## |AALS-Set18 |NA    |6GNGiCTR |8         |168  |     2606|      283|
## |AALS-Set18 |NA    |6GNGiCTR |9         |192  |     2700|      182|
## |AALS-Set18 |NA    |6ZKZiCTR |1         |0    |     2172|      258|
## |AALS-Set18 |NA    |6ZKZiCTR |2         |24   |     2290|      278|
## |AALS-Set18 |NA    |6ZKZiCTR |3         |48   |     2657|      295|
## |AALS-Set18 |NA    |6ZKZiCTR |4         |72   |     2794|      316|
## |AALS-Set18 |NA    |6ZKZiCTR |5         |96   |     3052|      353|
## |AALS-Set18 |NA    |6ZKZiCTR |6         |120  |     2817|      340|
## |AALS-Set18 |NA    |6ZKZiCTR |7         |144  |     3035|      373|
## |AALS-Set18 |NA    |6ZKZiCTR |8         |168  |     3138|      386|
## |AALS-Set18 |NA    |6ZKZiCTR |9         |192  |     2583|      335|
## |AALS-Set18 |NA    |7PFJiCTR |1         |0    |     1890|      288|
## |AALS-Set18 |NA    |7PFJiCTR |2         |24   |     2027|      317|
## |AALS-Set18 |NA    |7PFJiCTR |3         |48   |     2308|      373|
## |AALS-Set18 |NA    |7PFJiCTR |4         |72   |     2233|      402|
## |AALS-Set18 |NA    |7PFJiCTR |5         |96   |     2290|      428|
## |AALS-Set18 |NA    |7PFJiCTR |6         |120  |     2435|      298|
## |AALS-Set18 |NA    |7PFJiCTR |7         |144  |     2189|      364|
## |AALS-Set18 |NA    |7PFJiCTR |8         |168  |     2183|      451|
## |AALS-Set18 |NA    |7PFJiCTR |9         |192  |     2715|      291|
## |AALS-Set18 |NA    |8RBNiALS |1         |0    |     5333|      271|
## |AALS-Set18 |NA    |8RBNiALS |2         |24   |     4960|      183|
## |AALS-Set18 |NA    |8RBNiALS |3         |48   |     6057|      240|
## |AALS-Set18 |NA    |8RBNiALS |4         |72   |     6978|      179|
## |AALS-Set18 |NA    |8RBNiALS |5         |96   |     7243|      178|
## |AALS-Set18 |NA    |8RBNiALS |6         |120  |     5660|      185|
## |AALS-Set18 |NA    |8RBNiALS |7         |144  |     5667|      184|
## |AALS-Set18 |NA    |8RBNiALS |8         |168  |     5378|      193|
## |AALS-Set18 |NA    |8RBNiALS |9         |192  |     4187|      162|
## |AALS-Set20 |NA    |0XLRiALS |1         |0    |     5929|      991|
## |AALS-Set20 |NA    |0XLRiALS |2         |24   |     7783|     1388|
## |AALS-Set20 |NA    |0XLRiALS |3         |48   |     8923|     1659|
## |AALS-Set20 |NA    |0XLRiALS |4         |72   |    10014|     1823|
## |AALS-Set20 |NA    |0XLRiALS |5         |96   |    10003|     1857|
## |AALS-Set20 |NA    |0XLRiALS |6         |120  |    10069|     1989|
## |AALS-Set20 |NA    |0XLRiALS |7         |144  |     9775|     2440|
## |AALS-Set20 |NA    |0XLRiALS |8         |168  |     9266|     2888|
## |AALS-Set20 |NA    |2AE8iCTR |1         |0    |     8606|      802|
## |AALS-Set20 |NA    |2AE8iCTR |2         |24   |    10058|     1043|
## |AALS-Set20 |NA    |2AE8iCTR |3         |48   |    10329|     1246|
## |AALS-Set20 |NA    |2AE8iCTR |4         |72   |    10766|     1601|
## |AALS-Set20 |NA    |2AE8iCTR |5         |96   |    10365|     1782|
## |AALS-Set20 |NA    |2AE8iCTR |6         |120  |    10311|     2111|
## |AALS-Set20 |NA    |2AE8iCTR |7         |144  |     9679|     2448|
## |AALS-Set20 |NA    |2AE8iCTR |8         |168  |     8998|     2962|
## |AALS-Set20 |NA    |6WKViALS |1         |0    |     7286|      693|
## |AALS-Set20 |NA    |6WKViALS |2         |24   |     8424|      801|
## |AALS-Set20 |NA    |6WKViALS |3         |48   |     8317|      812|
## |AALS-Set20 |NA    |6WKViALS |4         |72   |     8908|      967|
## |AALS-Set20 |NA    |6WKViALS |5         |96   |     9166|      896|
## |AALS-Set20 |NA    |6WKViALS |6         |120  |     9773|     1254|
## |AALS-Set20 |NA    |6WKViALS |7         |144  |     9896|     1551|
## |AALS-Set20 |NA    |6WKViALS |8         |168  |    10005|     1596|
## |AALS-Set20 |NA    |6ZKZiCTR |1         |0    |     6107|     1199|
## |AALS-Set20 |NA    |6ZKZiCTR |2         |24   |     6619|     1297|
## |AALS-Set20 |NA    |6ZKZiCTR |3         |48   |     7272|     1661|
## |AALS-Set20 |NA    |6ZKZiCTR |4         |72   |     8133|     1747|
## |AALS-Set20 |NA    |6ZKZiCTR |5         |96   |     8352|     1902|
## |AALS-Set20 |NA    |6ZKZiCTR |6         |120  |     8686|     2042|
## |AALS-Set20 |NA    |6ZKZiCTR |7         |144  |     8712|     2364|
## |AALS-Set20 |NA    |6ZKZiCTR |8         |168  |     8484|     2664|
## |AALS-Set20 |NA    |7PFJiCTR |1         |0    |     6143|     1439|
## |AALS-Set20 |NA    |7PFJiCTR |2         |24   |     6856|     1633|
## |AALS-Set20 |NA    |7PFJiCTR |3         |48   |     6913|     1941|
## |AALS-Set20 |NA    |7PFJiCTR |4         |72   |     7559|     2362|
## |AALS-Set20 |NA    |7PFJiCTR |5         |96   |     7225|     2147|
## |AALS-Set20 |NA    |7PFJiCTR |6         |120  |     7047|     2888|
## |AALS-Set20 |NA    |7PFJiCTR |7         |144  |     6212|     3286|
## |AALS-Set20 |NA    |7PFJiCTR |8         |168  |     5105|     3579|
## |AALS-Set20 |NA    |8RBNiALS |1         |0    |     7550|      934|
## |AALS-Set20 |NA    |8RBNiALS |2         |24   |     7983|     1009|
## |AALS-Set20 |NA    |8RBNiALS |3         |48   |     8462|     1272|
## |AALS-Set20 |NA    |8RBNiALS |4         |72   |     8752|     1528|
## |AALS-Set20 |NA    |8RBNiALS |5         |96   |     8083|     1869|
## |AALS-Set20 |NA    |8RBNiALS |6         |120  |     8171|     1909|
## |AALS-Set20 |NA    |8RBNiALS |7         |144  |     7859|     2211|
## |AALS-Set20 |NA    |8RBNiALS |8         |168  |     7418|     2579|
## |AALS-Set21 |NA    |2AE8iCTR |1         |0    |     4213|      145|
## |AALS-Set21 |NA    |2AE8iCTR |2         |24   |     4357|      153|
## |AALS-Set21 |NA    |2AE8iCTR |3         |48   |     4701|      174|
## |AALS-Set21 |NA    |2AE8iCTR |4         |72   |     4575|      119|
## |AALS-Set21 |NA    |2AE8iCTR |5         |96   |     4254|      201|
## |AALS-Set21 |NA    |2AE8iCTR |6         |120  |     4401|      237|
## |AALS-Set21 |NA    |2AE8iCTR |7         |144  |     4059|      301|
## |AALS-Set21 |NA    |2AE8iCTR |8         |168  |     2745|      492|
## |AALS-Set21 |NA    |2AE8iCTR |9         |192  |     3086|      423|
## |AALS-Set21 |NA    |2AE8iCTR |11        |216  |     3043|      424|
## |AALS-Set21 |NA    |3DE3iALS |1         |0    |     3398|      242|
## |AALS-Set21 |NA    |3DE3iALS |2         |24   |     3645|      271|
## |AALS-Set21 |NA    |3DE3iALS |3         |48   |     4049|      304|
## |AALS-Set21 |NA    |3DE3iALS |4         |72   |     3489|      290|
## |AALS-Set21 |NA    |3DE3iALS |5         |96   |     3641|      411|
## |AALS-Set21 |NA    |3DE3iALS |6         |120  |     3585|      530|
## |AALS-Set21 |NA    |3DE3iALS |7         |144  |     3391|      675|
## |AALS-Set21 |NA    |3DE3iALS |8         |168  |     2227|      802|
## |AALS-Set21 |NA    |3DE3iALS |9         |192  |     2197|      854|
## |AALS-Set21 |NA    |3DE3iALS |11        |216  |     2031|      918|
## |AALS-Set21 |NA    |5NWTiCTR |1         |0    |     4184|      108|
## |AALS-Set21 |NA    |5NWTiCTR |2         |24   |     4541|      126|
## |AALS-Set21 |NA    |5NWTiCTR |3         |48   |     4865|      131|
## |AALS-Set21 |NA    |5NWTiCTR |4         |72   |     4607|      137|
## |AALS-Set21 |NA    |5NWTiCTR |5         |96   |     4736|      183|
## |AALS-Set21 |NA    |5NWTiCTR |6         |120  |     4874|      223|
## |AALS-Set21 |NA    |5NWTiCTR |7         |144  |     4682|      272|
## |AALS-Set21 |NA    |5NWTiCTR |8         |168  |     3675|      407|
## |AALS-Set21 |NA    |5NWTiCTR |9         |192  |     4002|      425|
## |AALS-Set21 |NA    |5NWTiCTR |11        |216  |     4038|      399|
## |AALS-Set21 |NA    |6GNGiCTR |1         |0    |     1419|      178|
## |AALS-Set21 |NA    |6GNGiCTR |2         |24   |     1336|      226|
## |AALS-Set21 |NA    |6GNGiCTR |3         |48   |     1356|      323|
## |AALS-Set21 |NA    |6GNGiCTR |4         |72   |     1483|      290|
## |AALS-Set21 |NA    |6GNGiCTR |5         |96   |     1512|      358|
## |AALS-Set21 |NA    |6GNGiCTR |6         |120  |     1331|      460|
## |AALS-Set21 |NA    |6GNGiCTR |7         |144  |     1245|      522|
## |AALS-Set21 |NA    |6GNGiCTR |8         |168  |     1302|      511|
## |AALS-Set21 |NA    |6GNGiCTR |9         |192  |     1456|      485|
## |AALS-Set21 |NA    |6GNGiCTR |11        |216  |     1211|      440|
## |AALS-Set21 |NA    |6WKViALS |1         |0    |     3921|      130|
## |AALS-Set21 |NA    |6WKViALS |2         |24   |     4362|      133|
## |AALS-Set21 |NA    |6WKViALS |3         |48   |     4668|      141|
## |AALS-Set21 |NA    |6WKViALS |4         |72   |     5294|      139|
## |AALS-Set21 |NA    |6WKViALS |5         |96   |     5791|      124|
## |AALS-Set21 |NA    |6WKViALS |6         |120  |     5453|      141|
## |AALS-Set21 |NA    |6WKViALS |7         |144  |     5342|      173|
## |AALS-Set21 |NA    |6WKViALS |8         |168  |     4285|      181|
## |AALS-Set21 |NA    |6WKViALS |9         |192  |     5037|      121|
## |AALS-Set21 |NA    |6WKViALS |11        |216  |     5018|      121|
## |AALS-Set22 |NA    |0YX7iCTR |1         |0    |     2795|       55|
## |AALS-Set22 |NA    |0YX7iCTR |2         |24   |     3011|       56|
## |AALS-Set22 |NA    |0YX7iCTR |3         |48   |     2856|       89|
## |AALS-Set22 |NA    |0YX7iCTR |4         |72   |     2984|       88|
## |AALS-Set22 |NA    |0YX7iCTR |5         |96   |     2477|      108|
## |AALS-Set22 |NA    |0YX7iCTR |6         |120  |     2143|      162|
## |AALS-Set22 |NA    |0YX7iCTR |7         |144  |     1896|      158|
## |AALS-Set22 |NA    |0YX7iCTR |8         |168  |     1771|      174|
## |AALS-Set22 |NA    |0YX7iCTR |9         |192  |     1882|      117|
## |AALS-Set22 |NA    |0YX7iCTR |11        |216  |     1556|      126|
## |AALS-Set22 |NA    |2AE8iCTR |1         |0    |     5663|       38|
## |AALS-Set22 |NA    |2AE8iCTR |2         |24   |     6091|       71|
## |AALS-Set22 |NA    |2AE8iCTR |3         |48   |     4771|       69|
## |AALS-Set22 |NA    |2AE8iCTR |4         |72   |     5026|       84|
## |AALS-Set22 |NA    |2AE8iCTR |5         |96   |     3912|      106|
## |AALS-Set22 |NA    |2AE8iCTR |6         |120  |     3471|      156|
## |AALS-Set22 |NA    |2AE8iCTR |7         |144  |     3221|      204|
## |AALS-Set22 |NA    |2AE8iCTR |8         |168  |     1548|      340|
## |AALS-Set22 |NA    |2AE8iCTR |9         |192  |     2029|      361|
## |AALS-Set22 |NA    |2AE8iCTR |11        |216  |     2210|      498|
## |AALS-Set22 |NA    |6WKViALS |1         |0    |     9766|       78|
## |AALS-Set22 |NA    |6WKViALS |2         |24   |    10876|      114|
## |AALS-Set22 |NA    |6WKViALS |3         |48   |     9398|       97|
## |AALS-Set22 |NA    |6WKViALS |4         |72   |    10112|       97|
## |AALS-Set22 |NA    |6WKViALS |5         |96   |     7721|      107|
## |AALS-Set22 |NA    |6WKViALS |6         |120  |     6889|      143|
## |AALS-Set22 |NA    |6WKViALS |7         |144  |     6259|      211|
## |AALS-Set22 |NA    |6WKViALS |8         |168  |     4085|      271|
## |AALS-Set22 |NA    |6WKViALS |9         |192  |     4984|      221|
## |AALS-Set22 |NA    |6WKViALS |11        |216  |     5712|      283|
## |AALS-Set22 |NA    |8RBNiALS |1         |0    |     2138|       54|
## |AALS-Set22 |NA    |8RBNiALS |2         |24   |     2417|       42|
## |AALS-Set22 |NA    |8RBNiALS |3         |48   |     1917|       60|
## |AALS-Set22 |NA    |8RBNiALS |4         |72   |     2011|       72|
## |AALS-Set22 |NA    |8RBNiALS |5         |96   |     1740|       87|
## |AALS-Set22 |NA    |8RBNiALS |6         |120  |     1509|      128|
## |AALS-Set22 |NA    |8RBNiALS |7         |144  |     1390|      137|
## |AALS-Set22 |NA    |8RBNiALS |8         |168  |      690|      234|
## |AALS-Set22 |NA    |8RBNiALS |9         |192  |      925|      234|
## |AALS-Set22 |NA    |8RBNiALS |11        |216  |     1162|      247|
## |AALS-Set25 |NA    |0YX7iCTR |1         |0    |     4884|      205|
## |AALS-Set25 |NA    |0YX7iCTR |2         |24   |     4751|      177|
## |AALS-Set25 |NA    |0YX7iCTR |3         |48   |     3480|      154|
## |AALS-Set25 |NA    |0YX7iCTR |4         |72   |     3942|      197|
## |AALS-Set25 |NA    |0YX7iCTR |5         |96   |     3798|      149|
## |AALS-Set25 |NA    |0YX7iCTR |6         |120  |     4796|      150|
## |AALS-Set25 |NA    |0YX7iCTR |7         |144  |     3565|      170|
## |AALS-Set25 |NA    |0YX7iCTR |8         |168  |     3760|      186|
## |AALS-Set25 |NA    |0YX7iCTR |9         |192  |     2412|      200|
## |AALS-Set25 |NA    |0YX7iCTR |11        |216  |     2616|      444|
## |AALS-Set25 |NA    |6WKViALS |1         |0    |     1285|      157|
## |AALS-Set25 |NA    |6WKViALS |2         |24   |     1503|      204|
## |AALS-Set25 |NA    |6WKViALS |3         |48   |     1750|      186|
## |AALS-Set25 |NA    |6WKViALS |4         |72   |     1830|      224|
## |AALS-Set25 |NA    |6WKViALS |5         |96   |     2369|      121|
## |AALS-Set25 |NA    |6WKViALS |6         |120  |     2848|      106|
## |AALS-Set25 |NA    |6WKViALS |7         |144  |     1704|      123|
## |AALS-Set25 |NA    |6WKViALS |8         |168  |     1861|      141|
## |AALS-Set25 |NA    |6WKViALS |9         |192  |     1307|      165|
## |AALS-Set25 |NA    |6WKViALS |11        |216  |     1356|      240|
## |AALS-Set25 |NA    |9DT1iALS |1         |0    |     3306|      471|
## |AALS-Set25 |NA    |9DT1iALS |2         |24   |     3607|      412|
## |AALS-Set25 |NA    |9DT1iALS |3         |48   |     2439|      483|
## |AALS-Set25 |NA    |9DT1iALS |4         |72   |     2825|      445|
## |AALS-Set25 |NA    |9DT1iALS |5         |96   |     3199|      393|
## |AALS-Set25 |NA    |9DT1iALS |6         |120  |     3655|      416|
## |AALS-Set25 |NA    |9DT1iALS |7         |144  |     3207|      512|
## |AALS-Set25 |NA    |9DT1iALS |8         |168  |     3152|      571|
## |AALS-Set25 |NA    |9DT1iALS |9         |192  |     2708|      640|
## |AALS-Set25 |NA    |9DT1iALS |11        |216  |     2470|      882|
## |AALS-Set26 |NA    |0XLRiALS |1         |0    |     1017|       52|
## |AALS-Set26 |NA    |0XLRiALS |2         |24   |     1102|       50|
## |AALS-Set26 |NA    |0XLRiALS |3         |48   |     1016|       46|
## |AALS-Set26 |NA    |0XLRiALS |4         |72   |      881|       66|
## |AALS-Set26 |NA    |0XLRiALS |5         |96   |      850|       99|
## |AALS-Set26 |NA    |0XLRiALS |6         |120  |      643|      179|
## |AALS-Set26 |NA    |0XLRiALS |7         |144  |      488|      227|
## |AALS-Set26 |NA    |0XLRiALS |8         |168  |      515|      219|
## |AALS-Set26 |NA    |0XLRiALS |9         |192  |      507|      216|
## |AALS-Set26 |NA    |0YX7iCTR |1         |0    |     2991|       57|
## |AALS-Set26 |NA    |0YX7iCTR |2         |24   |     3209|       49|
## |AALS-Set26 |NA    |0YX7iCTR |3         |48   |     3186|       45|
## |AALS-Set26 |NA    |0YX7iCTR |4         |72   |     3081|       60|
## |AALS-Set26 |NA    |0YX7iCTR |5         |96   |     3063|       67|
## |AALS-Set26 |NA    |0YX7iCTR |6         |120  |     2439|      119|
## |AALS-Set26 |NA    |0YX7iCTR |7         |144  |     2180|      156|
## |AALS-Set26 |NA    |0YX7iCTR |8         |168  |     2311|      112|
## |AALS-Set26 |NA    |0YX7iCTR |9         |192  |     2466|      115|
## |AALS-Set26 |NA    |2AE8iCTR |1         |0    |     2018|       69|
## |AALS-Set26 |NA    |2AE8iCTR |2         |24   |     2366|       53|
## |AALS-Set26 |NA    |2AE8iCTR |3         |48   |     2260|       55|
## |AALS-Set26 |NA    |2AE8iCTR |4         |72   |     2040|       62|
## |AALS-Set26 |NA    |2AE8iCTR |5         |96   |     1995|       80|
## |AALS-Set26 |NA    |2AE8iCTR |6         |120  |     1405|      121|
## |AALS-Set26 |NA    |2AE8iCTR |7         |144  |     1184|      157|
## |AALS-Set26 |NA    |2AE8iCTR |8         |168  |     1360|      159|
## |AALS-Set26 |NA    |2AE8iCTR |9         |192  |     1503|      144|
## |AALS-Set26 |NA    |7PFJiCTR |1         |0    |     1124|      198|
## |AALS-Set26 |NA    |7PFJiCTR |2         |24   |     1167|      136|
## |AALS-Set26 |NA    |7PFJiCTR |3         |48   |     1051|      138|
## |AALS-Set26 |NA    |7PFJiCTR |4         |72   |      890|      183|
## |AALS-Set26 |NA    |7PFJiCTR |5         |96   |      834|      218|
## |AALS-Set26 |NA    |7PFJiCTR |6         |120  |      614|      411|
## |AALS-Set26 |NA    |7PFJiCTR |7         |144  |      565|      508|
## |AALS-Set26 |NA    |7PFJiCTR |8         |168  |      629|      429|
## |AALS-Set26 |NA    |7PFJiCTR |9         |192  |      685|      389|
## |AALS-Set26 |NA    |8RBNiALS |1         |0    |     1620|       94|
## |AALS-Set26 |NA    |8RBNiALS |2         |24   |     1703|      121|
## |AALS-Set26 |NA    |8RBNiALS |3         |48   |     1672|      163|
## |AALS-Set26 |NA    |8RBNiALS |4         |72   |     1540|      172|
## |AALS-Set26 |NA    |8RBNiALS |5         |96   |     1573|      216|
## |AALS-Set26 |NA    |8RBNiALS |6         |120  |     1159|      371|
## |AALS-Set26 |NA    |8RBNiALS |7         |144  |     1047|      414|
## |AALS-Set26 |NA    |8RBNiALS |8         |168  |     1103|      423|
## |AALS-Set26 |NA    |8RBNiALS |9         |192  |     1110|      372|
## |AALS-Set29 |NA    |0XLRiALS |1         |0    |     2769|       90|
## |AALS-Set29 |NA    |0XLRiALS |2         |24   |     2256|       94|
## |AALS-Set29 |NA    |0XLRiALS |3         |48   |     2478|      107|
## |AALS-Set29 |NA    |0XLRiALS |6         |120  |     1621|      125|
## |AALS-Set29 |NA    |0XLRiALS |7         |144  |     1899|      151|
## |AALS-Set29 |NA    |0XLRiALS |8         |168  |     1874|      164|
## |AALS-Set29 |NA    |0XLRiALS |9         |192  |     1738|      216|
## |AALS-Set29 |NA    |0XLRiALS |11        |216  |     1690|      236|
## |AALS-Set29 |NA    |2AE8iCTR |1         |0    |     1008|       37|
## |AALS-Set29 |NA    |2AE8iCTR |2         |24   |      784|       33|
## |AALS-Set29 |NA    |2AE8iCTR |3         |48   |      927|       26|
## |AALS-Set29 |NA    |2AE8iCTR |6         |120  |      561|       43|
## |AALS-Set29 |NA    |2AE8iCTR |7         |144  |      675|       62|
## |AALS-Set29 |NA    |2AE8iCTR |8         |168  |      671|       62|
## |AALS-Set29 |NA    |2AE8iCTR |9         |192  |      600|       70|
## |AALS-Set29 |NA    |2AE8iCTR |11        |216  |      621|       71|
## |AALS-Set29 |NA    |7PFJiCTR |1         |0    |     1338|       34|
## |AALS-Set29 |NA    |7PFJiCTR |2         |24   |     1236|       35|
## |AALS-Set29 |NA    |7PFJiCTR |3         |48   |     1354|       33|
## |AALS-Set29 |NA    |7PFJiCTR |6         |120  |     1102|       68|
## |AALS-Set29 |NA    |7PFJiCTR |7         |144  |     1241|      105|
## |AALS-Set29 |NA    |7PFJiCTR |8         |168  |     1290|       82|
## |AALS-Set29 |NA    |7PFJiCTR |9         |192  |     1211|      131|
## |AALS-Set29 |NA    |7PFJiCTR |11        |216  |     1159|      145|
## |AALS-Set29 |NA    |8RBNiALS |1         |0    |      993|       42|
## |AALS-Set29 |NA    |8RBNiALS |2         |24   |      974|       50|
## |AALS-Set29 |NA    |8RBNiALS |3         |48   |     1091|       59|
## |AALS-Set29 |NA    |8RBNiALS |6         |120  |      754|       72|
## |AALS-Set29 |NA    |8RBNiALS |7         |144  |      912|       48|
## |AALS-Set29 |NA    |8RBNiALS |8         |168  |      956|       38|
## |AALS-Set29 |NA    |8RBNiALS |9         |192  |      957|       60|
## |AALS-Set29 |NA    |8RBNiALS |11        |216  |      961|       53|
## |AALS-Set33 |NA    |0XLRiALS |1         |0    |     1491|      217|
## |AALS-Set33 |NA    |0XLRiALS |2         |24   |     1362|      204|
## |AALS-Set33 |NA    |0XLRiALS |5         |96   |     1178|      115|
## |AALS-Set33 |NA    |0XLRiALS |6         |120  |     1198|       75|
## |AALS-Set33 |NA    |0XLRiALS |8         |168  |      801|      107|
## |AALS-Set33 |NA    |0XLRiALS |9         |192  |      631|      116|
## |AALS-Set33 |NA    |0XLRiALS |11        |216  |      564|      243|
## |AALS-Set33 |NA    |0YX7iCTR |1         |0    |     2385|      109|
## |AALS-Set33 |NA    |0YX7iCTR |2         |24   |     2420|      106|
## |AALS-Set33 |NA    |0YX7iCTR |5         |96   |     2329|       94|
## |AALS-Set33 |NA    |0YX7iCTR |6         |120  |     2352|       77|
## |AALS-Set33 |NA    |0YX7iCTR |8         |168  |     2157|       97|
## |AALS-Set33 |NA    |0YX7iCTR |9         |192  |     1891|      149|
## |AALS-Set33 |NA    |0YX7iCTR |11        |216  |     1747|      253|
## |AALS-Set34 |NA    |0XLRiALS |1         |0    |      269|       17|
## |AALS-Set34 |NA    |0XLRiALS |5         |96   |      299|       14|
## |AALS-Set34 |NA    |0XLRiALS |6         |120  |      314|       26|
## |AALS-Set34 |NA    |0XLRiALS |8         |168  |      343|       17|
## |AALS-Set34 |NA    |0YX7iCTR |1         |0    |      415|       23|
## |AALS-Set34 |NA    |0YX7iCTR |5         |96   |      460|       33|
## |AALS-Set34 |NA    |0YX7iCTR |6         |120  |      456|       34|
## |AALS-Set34 |NA    |0YX7iCTR |8         |168  |      545|       22|
## |AALS-Set35 |NA    |0XLRiALS |1         |0    |      968|       26|
## |AALS-Set35 |NA    |0XLRiALS |2         |24   |      884|       29|
## |AALS-Set35 |NA    |0XLRiALS |3         |48   |     1030|       39|
## |AALS-Set35 |NA    |0XLRiALS |4         |72   |      973|       37|
## |AALS-Set35 |NA    |0XLRiALS |5         |96   |      923|       32|
## |AALS-Set35 |NA    |0XLRiALS |6         |120  |      851|       47|
## |AALS-Set35 |NA    |0XLRiALS |7         |144  |      756|       43|
## |AALS-Set35 |NA    |0XLRiALS |8         |168  |      889|       27|
## |AALS-Set35 |NA    |0YX7iCTR |1         |0    |      446|        7|
## |AALS-Set35 |NA    |0YX7iCTR |2         |24   |      485|        7|
## |AALS-Set35 |NA    |0YX7iCTR |3         |48   |      437|        7|
## |AALS-Set35 |NA    |0YX7iCTR |4         |72   |      357|        9|
## |AALS-Set35 |NA    |0YX7iCTR |5         |96   |      296|        9|
## |AALS-Set35 |NA    |0YX7iCTR |6         |120  |      253|       12|
## |AALS-Set35 |NA    |0YX7iCTR |7         |144  |      162|       13|
## |AALS-Set35 |NA    |0YX7iCTR |8         |168  |      100|       24|
## |AALS-Set36 |NA    |2AE8iCTR |1         |0    |     1784|       65|
## |AALS-Set36 |NA    |2AE8iCTR |2         |24   |     2024|       50|
## |AALS-Set36 |NA    |2AE8iCTR |3         |48   |     1754|       59|
## |AALS-Set36 |NA    |2AE8iCTR |4         |72   |     2094|       96|
## |AALS-Set36 |NA    |2AE8iCTR |5         |96   |     2104|       88|
## |AALS-Set36 |NA    |2AE8iCTR |6         |120  |     2041|      104|
## |AALS-Set36 |NA    |2AE8iCTR |7         |144  |     1658|       97|
## |AALS-Set36 |NA    |2AE8iCTR |8         |168  |     1671|       87|
## |AALS-Set36 |NA    |4HUAiALS |1         |0    |     1401|      144|
## |AALS-Set36 |NA    |4HUAiALS |2         |24   |     1407|      167|
## |AALS-Set36 |NA    |4HUAiALS |3         |48   |     1379|      177|
## |AALS-Set36 |NA    |4HUAiALS |4         |72   |     1291|      197|
## |AALS-Set36 |NA    |4HUAiALS |5         |96   |     1204|      302|
## |AALS-Set36 |NA    |4HUAiALS |6         |120  |     1161|      343|
## |AALS-Set36 |NA    |4HUAiALS |7         |144  |     1250|      323|
## |AALS-Set36 |NA    |4HUAiALS |8         |168  |     1122|      389|
## |AALS-Set41 |NA    |0YX7iCTR |1         |0    |     1087|       10|
## |AALS-Set41 |NA    |0YX7iCTR |2         |24   |      584|       42|
## |AALS-Set41 |NA    |0YX7iCTR |4         |72   |      294|       39|
## |AALS-Set41 |NA    |0YX7iCTR |5         |96   |      322|       10|
## |AALS-Set41 |NA    |0YX7iCTR |8         |168  |      317|        8|
## |AALS-Set41 |NA    |0YX7iCTR |9         |192  |      316|        9|
## |AALS-Set41 |NA    |4HUAiALS |1         |0    |      704|       32|
## |AALS-Set41 |NA    |4HUAiALS |2         |24   |      709|       57|
## |AALS-Set41 |NA    |4HUAiALS |4         |72   |      545|      101|
## |AALS-Set41 |NA    |4HUAiALS |5         |96   |      658|      120|
## |AALS-Set41 |NA    |4HUAiALS |8         |168  |      357|      127|
## |AALS-Set41 |NA    |4HUAiALS |9         |192  |      308|      113|
## |AALS-Set44 |NA    |0YX7iCTR |1         |0    |      800|      291|
## |AALS-Set44 |NA    |0YX7iCTR |2         |24   |     1836|      117|
## |AALS-Set44 |NA    |0YX7iCTR |3         |48   |     1785|       88|
## |AALS-Set44 |NA    |0YX7iCTR |4         |72   |     1721|      116|
## |AALS-Set44 |NA    |0YX7iCTR |5         |96   |      803|      192|
## |AALS-Set44 |NA    |0YX7iCTR |8         |168  |      733|      153|
## |AALS-Set44 |NA    |4HUAiALS |1         |0    |      647|      245|
## |AALS-Set44 |NA    |4HUAiALS |2         |24   |     1163|       72|
## |AALS-Set44 |NA    |4HUAiALS |3         |48   |     1283|       73|
## |AALS-Set44 |NA    |4HUAiALS |4         |72   |     1262|       83|
## |AALS-Set44 |NA    |4HUAiALS |5         |96   |      786|      144|
## |AALS-Set44 |NA    |4HUAiALS |8         |168  |      735|      124|
## |AALS-Set5  |NA    |5NWTiCTR |1         |0    |     3975|      272|
## |AALS-Set5  |NA    |5NWTiCTR |2         |24   |     4548|      341|
## |AALS-Set5  |NA    |5NWTiCTR |3         |48   |     4913|      348|
## |AALS-Set5  |NA    |5NWTiCTR |4         |72   |     5204|      249|
## |AALS-Set5  |NA    |5NWTiCTR |5         |96   |     4802|      270|
## |AALS-Set5  |NA    |5NWTiCTR |7         |144  |     3885|      391|
## |AALS-Set5  |NA    |5NWTiCTR |8         |168  |     3545|      499|
## |AALS-Set5  |NA    |6WKViALS |1         |0    |     4418|      654|
## |AALS-Set5  |NA    |6WKViALS |2         |24   |     4514|      895|
## |AALS-Set5  |NA    |6WKViALS |3         |48   |     4492|     1114|
## |AALS-Set5  |NA    |6WKViALS |4         |72   |     4327|     1023|
## |AALS-Set5  |NA    |6WKViALS |5         |96   |     4040|     1270|
## |AALS-Set5  |NA    |6WKViALS |7         |144  |     3311|     1483|
## |AALS-Set5  |NA    |6WKViALS |8         |168  |     2617|     1903|
## |AALS-Set5  |NA    |9DT1iALS |1         |0    |      611|      229|
## |AALS-Set5  |NA    |9DT1iALS |2         |24   |      577|      250|
## |AALS-Set5  |NA    |9DT1iALS |3         |48   |      620|      341|
## |AALS-Set5  |NA    |9DT1iALS |4         |72   |      664|      241|
## |AALS-Set5  |NA    |9DT1iALS |5         |96   |      750|      259|
## |AALS-Set5  |NA    |9DT1iALS |7         |144  |      715|      249|
## |AALS-Set5  |NA    |9DT1iALS |8         |168  |      832|      333|
## |AALS-Set8  |NA    |0XLRiALS |1         |0    |     6471|      186|
## |AALS-Set8  |NA    |0XLRiALS |2         |24   |     7160|      160|
## |AALS-Set8  |NA    |0XLRiALS |3         |48   |     8741|      146|
## |AALS-Set8  |NA    |0XLRiALS |4         |72   |     9822|      189|
## |AALS-Set8  |NA    |0XLRiALS |5         |96   |     9937|      204|
## |AALS-Set8  |NA    |0XLRiALS |6         |120  |    10702|      230|
## |AALS-Set8  |NA    |0XLRiALS |7         |144  |    10703|      388|
## |AALS-Set8  |NA    |0XLRiALS |8         |168  |    10519|      692|
## |AALS-Set8  |NA    |2AE8iCTR |1         |0    |     4639|       70|
## |AALS-Set8  |NA    |2AE8iCTR |2         |24   |     4800|       69|
## |AALS-Set8  |NA    |2AE8iCTR |3         |48   |     5445|       60|
## |AALS-Set8  |NA    |2AE8iCTR |4         |72   |     5499|       59|
## |AALS-Set8  |NA    |2AE8iCTR |5         |96   |     5431|       70|
## |AALS-Set8  |NA    |2AE8iCTR |6         |120  |     5246|       75|
## |AALS-Set8  |NA    |2AE8iCTR |7         |144  |     5245|       94|
## |AALS-Set8  |NA    |2AE8iCTR |8         |168  |     5116|      160|
## |AALS-Set8  |NA    |3DE3iALS |1         |0    |     5451|      106|
## |AALS-Set8  |NA    |3DE3iALS |2         |24   |     6226|       89|
## |AALS-Set8  |NA    |3DE3iALS |3         |48   |     6920|       79|
## |AALS-Set8  |NA    |3DE3iALS |4         |72   |     7180|      100|
## |AALS-Set8  |NA    |3DE3iALS |5         |96   |     7227|      124|
## |AALS-Set8  |NA    |3DE3iALS |6         |120  |     7069|      126|
## |AALS-Set8  |NA    |3DE3iALS |7         |144  |     6657|      179|
## |AALS-Set8  |NA    |3DE3iALS |8         |168  |     6459|      313|
## |AALS-Set8  |NA    |5GBQiALS |1         |0    |      984|       67|
## |AALS-Set8  |NA    |5GBQiALS |2         |24   |      992|       71|
## |AALS-Set8  |NA    |5GBQiALS |3         |48   |     1099|       66|
## |AALS-Set8  |NA    |5GBQiALS |4         |72   |     1184|       66|
## |AALS-Set8  |NA    |5GBQiALS |5         |96   |     1229|       49|
## |AALS-Set8  |NA    |5GBQiALS |6         |120  |     1264|       33|
## |AALS-Set8  |NA    |5GBQiALS |7         |144  |     1387|       46|
## |AALS-Set8  |NA    |5GBQiALS |8         |168  |     1477|       47|
## |AALS-Set8  |NA    |5NWTiCTR |1         |0    |     4396|      166|
## |AALS-Set8  |NA    |5NWTiCTR |2         |24   |     5031|      149|
## |AALS-Set8  |NA    |5NWTiCTR |3         |48   |     5879|      140|
## |AALS-Set8  |NA    |5NWTiCTR |4         |72   |     6021|      176|
## |AALS-Set8  |NA    |5NWTiCTR |5         |96   |     5972|      195|
## |AALS-Set8  |NA    |5NWTiCTR |6         |120  |     5856|      221|
## |AALS-Set8  |NA    |5NWTiCTR |7         |144  |     5873|      275|
## |AALS-Set8  |NA    |5NWTiCTR |8         |168  |     5768|      411|
## 
## 
## |Experiment |Plate |Class |Timepoint | sum_live| sum_dead|
## |:----------|:-----|:-----|:---------|--------:|--------:|
## |AALS-Set10 |NA    |0     |1         |     6529|      126|
## |AALS-Set10 |NA    |0     |2         |     7509|      125|
## |AALS-Set10 |NA    |0     |3         |     8160|      147|
## |AALS-Set10 |NA    |0     |4         |     8905|      135|
## |AALS-Set10 |NA    |0     |5         |     8392|      122|
## |AALS-Set10 |NA    |0     |6         |     7806|      150|
## |AALS-Set10 |NA    |0     |7         |     7118|      194|
## |AALS-Set10 |NA    |0     |8         |     6749|      142|
## |AALS-Set10 |NA    |0     |9         |     5982|      225|
## |AALS-Set10 |NA    |1     |1         |     3376|       43|
## |AALS-Set10 |NA    |1     |2         |     3742|       53|
## |AALS-Set10 |NA    |1     |3         |     4133|       79|
## |AALS-Set10 |NA    |1     |4         |     4147|       61|
## |AALS-Set10 |NA    |1     |5         |     3967|       61|
## |AALS-Set10 |NA    |1     |6         |     3935|       65|
## |AALS-Set10 |NA    |1     |7         |     3903|      126|
## |AALS-Set10 |NA    |1     |8         |     2996|      246|
## |AALS-Set10 |NA    |1     |9         |     2329|      299|
## |AALS-Set11 |NA    |0     |1         |     2209|      154|
## |AALS-Set11 |NA    |0     |2         |     2747|      204|
## |AALS-Set11 |NA    |0     |3         |     2853|      334|
## |AALS-Set11 |NA    |0     |4         |     3093|      282|
## |AALS-Set11 |NA    |0     |5         |     3372|      370|
## |AALS-Set11 |NA    |0     |6         |     3149|      486|
## |AALS-Set11 |NA    |0     |7         |     3063|      649|
## |AALS-Set11 |NA    |0     |8         |     2995|      488|
## |AALS-Set11 |NA    |0     |9         |     3505|      409|
## |AALS-Set11 |NA    |1     |1         |     1560|      133|
## |AALS-Set11 |NA    |1     |2         |     1661|      270|
## |AALS-Set11 |NA    |1     |3         |     1606|      331|
## |AALS-Set11 |NA    |1     |4         |     1811|      303|
## |AALS-Set11 |NA    |1     |5         |     1648|      428|
## |AALS-Set11 |NA    |1     |6         |     1687|      589|
## |AALS-Set11 |NA    |1     |7         |     1656|      774|
## |AALS-Set11 |NA    |1     |8         |     2017|      452|
## |AALS-Set11 |NA    |1     |9         |     1925|      535|
## |AALS-Set12 |NA    |0     |1         |     4459|      154|
## |AALS-Set12 |NA    |0     |2         |     4625|      152|
## |AALS-Set12 |NA    |0     |3         |     5023|      131|
## |AALS-Set12 |NA    |0     |4         |     3469|      230|
## |AALS-Set12 |NA    |0     |5         |     3485|      289|
## |AALS-Set12 |NA    |0     |6         |     3380|      428|
## |AALS-Set12 |NA    |0     |7         |     4266|      305|
## |AALS-Set12 |NA    |0     |8         |     3121|      533|
## |AALS-Set12 |NA    |0     |9         |     3325|      690|
## |AALS-Set12 |NA    |1     |1         |     4202|      121|
## |AALS-Set12 |NA    |1     |2         |     4835|      151|
## |AALS-Set12 |NA    |1     |3         |     4756|      174|
## |AALS-Set12 |NA    |1     |4         |     3532|      303|
## |AALS-Set12 |NA    |1     |5         |     3460|      427|
## |AALS-Set12 |NA    |1     |6         |     3308|      622|
## |AALS-Set12 |NA    |1     |7         |     3821|      522|
## |AALS-Set12 |NA    |1     |8         |     2664|      682|
## |AALS-Set12 |NA    |1     |9         |     2649|      779|
## |AALS-Set13 |NA    |0     |1         |     6393|      295|
## |AALS-Set13 |NA    |0     |2         |     6516|      400|
## |AALS-Set13 |NA    |0     |3         |     6855|      579|
## |AALS-Set13 |NA    |0     |4         |     7126|      458|
## |AALS-Set13 |NA    |0     |5         |     6876|      602|
## |AALS-Set13 |NA    |0     |6         |     6640|      614|
## |AALS-Set13 |NA    |0     |7         |     6601|      629|
## |AALS-Set13 |NA    |0     |8         |     5803|      814|
## |AALS-Set13 |NA    |1     |1         |    17333|     1301|
## |AALS-Set13 |NA    |1     |2         |    17432|     1647|
## |AALS-Set13 |NA    |1     |3         |    18309|     2319|
## |AALS-Set13 |NA    |1     |4         |    18498|     2230|
## |AALS-Set13 |NA    |1     |5         |    16691|     2736|
## |AALS-Set13 |NA    |1     |6         |    16068|     2927|
## |AALS-Set13 |NA    |1     |7         |    15053|     3296|
## |AALS-Set13 |NA    |1     |8         |    13060|     3327|
## |AALS-Set18 |NA    |0     |1         |     7170|      864|
## |AALS-Set18 |NA    |0     |2         |     7428|      853|
## |AALS-Set18 |NA    |0     |3         |     8160|     1036|
## |AALS-Set18 |NA    |0     |4         |     7915|     1071|
## |AALS-Set18 |NA    |0     |5         |     8699|     1076|
## |AALS-Set18 |NA    |0     |6         |     7856|      882|
## |AALS-Set18 |NA    |0     |7         |     7577|      998|
## |AALS-Set18 |NA    |0     |8         |     7927|     1120|
## |AALS-Set18 |NA    |0     |9         |     7998|      808|
## |AALS-Set18 |NA    |1     |1         |     5333|      271|
## |AALS-Set18 |NA    |1     |2         |     4960|      183|
## |AALS-Set18 |NA    |1     |3         |     6057|      240|
## |AALS-Set18 |NA    |1     |4         |     6978|      179|
## |AALS-Set18 |NA    |1     |5         |     7243|      178|
## |AALS-Set18 |NA    |1     |6         |     5660|      185|
## |AALS-Set18 |NA    |1     |7         |     5667|      184|
## |AALS-Set18 |NA    |1     |8         |     5378|      193|
## |AALS-Set18 |NA    |1     |9         |     4187|      162|
## |AALS-Set20 |NA    |0     |1         |    20856|     3440|
## |AALS-Set20 |NA    |0     |2         |    23533|     3973|
## |AALS-Set20 |NA    |0     |3         |    24514|     4848|
## |AALS-Set20 |NA    |0     |4         |    26458|     5710|
## |AALS-Set20 |NA    |0     |5         |    25942|     5831|
## |AALS-Set20 |NA    |0     |6         |    26044|     7041|
## |AALS-Set20 |NA    |0     |7         |    24603|     8098|
## |AALS-Set20 |NA    |0     |8         |    22587|     9205|
## |AALS-Set20 |NA    |1     |1         |    20765|     2618|
## |AALS-Set20 |NA    |1     |2         |    24190|     3198|
## |AALS-Set20 |NA    |1     |3         |    25702|     3743|
## |AALS-Set20 |NA    |1     |4         |    27674|     4318|
## |AALS-Set20 |NA    |1     |5         |    27252|     4622|
## |AALS-Set20 |NA    |1     |6         |    28013|     5152|
## |AALS-Set20 |NA    |1     |7         |    27530|     6202|
## |AALS-Set20 |NA    |1     |8         |    26689|     7063|
## |AALS-Set21 |NA    |0     |1         |     9816|      431|
## |AALS-Set21 |NA    |0     |2         |    10234|      505|
## |AALS-Set21 |NA    |0     |3         |    10922|      628|
## |AALS-Set21 |NA    |0     |4         |    10665|      546|
## |AALS-Set21 |NA    |0     |5         |    10502|      742|
## |AALS-Set21 |NA    |0     |6         |    10606|      920|
## |AALS-Set21 |NA    |0     |7         |     9986|     1095|
## |AALS-Set21 |NA    |0     |8         |     7722|     1410|
## |AALS-Set21 |NA    |0     |9         |     8544|     1333|
## |AALS-Set21 |NA    |0     |11        |     8292|     1263|
## |AALS-Set21 |NA    |1     |1         |     7319|      372|
## |AALS-Set21 |NA    |1     |2         |     8007|      404|
## |AALS-Set21 |NA    |1     |3         |     8717|      445|
## |AALS-Set21 |NA    |1     |4         |     8783|      429|
## |AALS-Set21 |NA    |1     |5         |     9432|      535|
## |AALS-Set21 |NA    |1     |6         |     9038|      671|
## |AALS-Set21 |NA    |1     |7         |     8733|      848|
## |AALS-Set21 |NA    |1     |8         |     6512|      983|
## |AALS-Set21 |NA    |1     |9         |     7234|      975|
## |AALS-Set21 |NA    |1     |11        |     7049|     1039|
## |AALS-Set22 |NA    |0     |1         |     8458|       93|
## |AALS-Set22 |NA    |0     |2         |     9102|      127|
## |AALS-Set22 |NA    |0     |3         |     7627|      158|
## |AALS-Set22 |NA    |0     |4         |     8010|      172|
## |AALS-Set22 |NA    |0     |5         |     6389|      214|
## |AALS-Set22 |NA    |0     |6         |     5614|      318|
## |AALS-Set22 |NA    |0     |7         |     5117|      362|
## |AALS-Set22 |NA    |0     |8         |     3319|      514|
## |AALS-Set22 |NA    |0     |9         |     3911|      478|
## |AALS-Set22 |NA    |0     |11        |     3766|      624|
## |AALS-Set22 |NA    |1     |1         |    11904|      132|
## |AALS-Set22 |NA    |1     |2         |    13293|      156|
## |AALS-Set22 |NA    |1     |3         |    11315|      157|
## |AALS-Set22 |NA    |1     |4         |    12123|      169|
## |AALS-Set22 |NA    |1     |5         |     9461|      194|
## |AALS-Set22 |NA    |1     |6         |     8398|      271|
## |AALS-Set22 |NA    |1     |7         |     7649|      348|
## |AALS-Set22 |NA    |1     |8         |     4775|      505|
## |AALS-Set22 |NA    |1     |9         |     5909|      455|
## |AALS-Set22 |NA    |1     |11        |     6874|      530|
## |AALS-Set25 |NA    |0     |1         |     4884|      205|
## |AALS-Set25 |NA    |0     |2         |     4751|      177|
## |AALS-Set25 |NA    |0     |3         |     3480|      154|
## |AALS-Set25 |NA    |0     |4         |     3942|      197|
## |AALS-Set25 |NA    |0     |5         |     3798|      149|
## |AALS-Set25 |NA    |0     |6         |     4796|      150|
## |AALS-Set25 |NA    |0     |7         |     3565|      170|
## |AALS-Set25 |NA    |0     |8         |     3760|      186|
## |AALS-Set25 |NA    |0     |9         |     2412|      200|
## |AALS-Set25 |NA    |0     |11        |     2616|      444|
## |AALS-Set25 |NA    |1     |1         |     4591|      628|
## |AALS-Set25 |NA    |1     |2         |     5110|      616|
## |AALS-Set25 |NA    |1     |3         |     4189|      669|
## |AALS-Set25 |NA    |1     |4         |     4655|      669|
## |AALS-Set25 |NA    |1     |5         |     5568|      514|
## |AALS-Set25 |NA    |1     |6         |     6503|      522|
## |AALS-Set25 |NA    |1     |7         |     4911|      635|
## |AALS-Set25 |NA    |1     |8         |     5013|      712|
## |AALS-Set25 |NA    |1     |9         |     4015|      805|
## |AALS-Set25 |NA    |1     |11        |     3826|     1122|
## |AALS-Set26 |NA    |0     |1         |     6133|      324|
## |AALS-Set26 |NA    |0     |2         |     6742|      238|
## |AALS-Set26 |NA    |0     |3         |     6497|      238|
## |AALS-Set26 |NA    |0     |4         |     6011|      305|
## |AALS-Set26 |NA    |0     |5         |     5892|      365|
## |AALS-Set26 |NA    |0     |6         |     4458|      651|
## |AALS-Set26 |NA    |0     |7         |     3929|      821|
## |AALS-Set26 |NA    |0     |8         |     4300|      700|
## |AALS-Set26 |NA    |0     |9         |     4654|      648|
## |AALS-Set26 |NA    |1     |1         |     2637|      146|
## |AALS-Set26 |NA    |1     |2         |     2805|      171|
## |AALS-Set26 |NA    |1     |3         |     2688|      209|
## |AALS-Set26 |NA    |1     |4         |     2421|      238|
## |AALS-Set26 |NA    |1     |5         |     2423|      315|
## |AALS-Set26 |NA    |1     |6         |     1802|      550|
## |AALS-Set26 |NA    |1     |7         |     1535|      641|
## |AALS-Set26 |NA    |1     |8         |     1618|      642|
## |AALS-Set26 |NA    |1     |9         |     1617|      588|
## |AALS-Set29 |NA    |0     |1         |     2346|       71|
## |AALS-Set29 |NA    |0     |2         |     2020|       68|
## |AALS-Set29 |NA    |0     |3         |     2281|       59|
## |AALS-Set29 |NA    |0     |6         |     1663|      111|
## |AALS-Set29 |NA    |0     |7         |     1916|      167|
## |AALS-Set29 |NA    |0     |8         |     1961|      144|
## |AALS-Set29 |NA    |0     |9         |     1811|      201|
## |AALS-Set29 |NA    |0     |11        |     1780|      216|
## |AALS-Set29 |NA    |1     |1         |     3762|      132|
## |AALS-Set29 |NA    |1     |2         |     3230|      144|
## |AALS-Set29 |NA    |1     |3         |     3569|      166|
## |AALS-Set29 |NA    |1     |6         |     2375|      197|
## |AALS-Set29 |NA    |1     |7         |     2811|      199|
## |AALS-Set29 |NA    |1     |8         |     2830|      202|
## |AALS-Set29 |NA    |1     |9         |     2695|      276|
## |AALS-Set29 |NA    |1     |11        |     2651|      289|
## |AALS-Set33 |NA    |0     |1         |     2385|      109|
## |AALS-Set33 |NA    |0     |2         |     2420|      106|
## |AALS-Set33 |NA    |0     |5         |     2329|       94|
## |AALS-Set33 |NA    |0     |6         |     2352|       77|
## |AALS-Set33 |NA    |0     |8         |     2157|       97|
## |AALS-Set33 |NA    |0     |9         |     1891|      149|
## |AALS-Set33 |NA    |0     |11        |     1747|      253|
## |AALS-Set33 |NA    |1     |1         |     1491|      217|
## |AALS-Set33 |NA    |1     |2         |     1362|      204|
## |AALS-Set33 |NA    |1     |5         |     1178|      115|
## |AALS-Set33 |NA    |1     |6         |     1198|       75|
## |AALS-Set33 |NA    |1     |8         |      801|      107|
## |AALS-Set33 |NA    |1     |9         |      631|      116|
## |AALS-Set33 |NA    |1     |11        |      564|      243|
## |AALS-Set34 |NA    |0     |1         |      415|       23|
## |AALS-Set34 |NA    |0     |5         |      460|       33|
## |AALS-Set34 |NA    |0     |6         |      456|       34|
## |AALS-Set34 |NA    |0     |8         |      545|       22|
## |AALS-Set34 |NA    |1     |1         |      269|       17|
## |AALS-Set34 |NA    |1     |5         |      299|       14|
## |AALS-Set34 |NA    |1     |6         |      314|       26|
## |AALS-Set34 |NA    |1     |8         |      343|       17|
## |AALS-Set35 |NA    |0     |1         |      446|        7|
## |AALS-Set35 |NA    |0     |2         |      485|        7|
## |AALS-Set35 |NA    |0     |3         |      437|        7|
## |AALS-Set35 |NA    |0     |4         |      357|        9|
## |AALS-Set35 |NA    |0     |5         |      296|        9|
## |AALS-Set35 |NA    |0     |6         |      253|       12|
## |AALS-Set35 |NA    |0     |7         |      162|       13|
## |AALS-Set35 |NA    |0     |8         |      100|       24|
## |AALS-Set35 |NA    |1     |1         |      968|       26|
## |AALS-Set35 |NA    |1     |2         |      884|       29|
## |AALS-Set35 |NA    |1     |3         |     1030|       39|
## |AALS-Set35 |NA    |1     |4         |      973|       37|
## |AALS-Set35 |NA    |1     |5         |      923|       32|
## |AALS-Set35 |NA    |1     |6         |      851|       47|
## |AALS-Set35 |NA    |1     |7         |      756|       43|
## |AALS-Set35 |NA    |1     |8         |      889|       27|
## |AALS-Set36 |NA    |0     |1         |     1784|       65|
## |AALS-Set36 |NA    |0     |2         |     2024|       50|
## |AALS-Set36 |NA    |0     |3         |     1754|       59|
## |AALS-Set36 |NA    |0     |4         |     2094|       96|
## |AALS-Set36 |NA    |0     |5         |     2104|       88|
## |AALS-Set36 |NA    |0     |6         |     2041|      104|
## |AALS-Set36 |NA    |0     |7         |     1658|       97|
## |AALS-Set36 |NA    |0     |8         |     1671|       87|
## |AALS-Set36 |NA    |1     |1         |     1401|      144|
## |AALS-Set36 |NA    |1     |2         |     1407|      167|
## |AALS-Set36 |NA    |1     |3         |     1379|      177|
## |AALS-Set36 |NA    |1     |4         |     1291|      197|
## |AALS-Set36 |NA    |1     |5         |     1204|      302|
## |AALS-Set36 |NA    |1     |6         |     1161|      343|
## |AALS-Set36 |NA    |1     |7         |     1250|      323|
## |AALS-Set36 |NA    |1     |8         |     1122|      389|
## |AALS-Set41 |NA    |0     |1         |     1087|       10|
## |AALS-Set41 |NA    |0     |2         |      584|       42|
## |AALS-Set41 |NA    |0     |4         |      294|       39|
## |AALS-Set41 |NA    |0     |5         |      322|       10|
## |AALS-Set41 |NA    |0     |8         |      317|        8|
## |AALS-Set41 |NA    |0     |9         |      316|        9|
## |AALS-Set41 |NA    |1     |1         |      704|       32|
## |AALS-Set41 |NA    |1     |2         |      709|       57|
## |AALS-Set41 |NA    |1     |4         |      545|      101|
## |AALS-Set41 |NA    |1     |5         |      658|      120|
## |AALS-Set41 |NA    |1     |8         |      357|      127|
## |AALS-Set41 |NA    |1     |9         |      308|      113|
## |AALS-Set44 |NA    |0     |1         |      800|      291|
## |AALS-Set44 |NA    |0     |2         |     1836|      117|
## |AALS-Set44 |NA    |0     |3         |     1785|       88|
## |AALS-Set44 |NA    |0     |4         |     1721|      116|
## |AALS-Set44 |NA    |0     |5         |      803|      192|
## |AALS-Set44 |NA    |0     |8         |      733|      153|
## |AALS-Set44 |NA    |1     |1         |      647|      245|
## |AALS-Set44 |NA    |1     |2         |     1163|       72|
## |AALS-Set44 |NA    |1     |3         |     1283|       73|
## |AALS-Set44 |NA    |1     |4         |     1262|       83|
## |AALS-Set44 |NA    |1     |5         |      786|      144|
## |AALS-Set44 |NA    |1     |8         |      735|      124|
## |AALS-Set5  |NA    |0     |1         |     3975|      272|
## |AALS-Set5  |NA    |0     |2         |     4548|      341|
## |AALS-Set5  |NA    |0     |3         |     4913|      348|
## |AALS-Set5  |NA    |0     |4         |     5204|      249|
## |AALS-Set5  |NA    |0     |5         |     4802|      270|
## |AALS-Set5  |NA    |0     |7         |     3885|      391|
## |AALS-Set5  |NA    |0     |8         |     3545|      499|
## |AALS-Set5  |NA    |1     |1         |     5029|      883|
## |AALS-Set5  |NA    |1     |2         |     5091|     1145|
## |AALS-Set5  |NA    |1     |3         |     5112|     1455|
## |AALS-Set5  |NA    |1     |4         |     4991|     1264|
## |AALS-Set5  |NA    |1     |5         |     4790|     1529|
## |AALS-Set5  |NA    |1     |7         |     4026|     1732|
## |AALS-Set5  |NA    |1     |8         |     3449|     2236|
## |AALS-Set8  |NA    |0     |1         |     9035|      236|
## |AALS-Set8  |NA    |0     |2         |     9831|      218|
## |AALS-Set8  |NA    |0     |3         |    11324|      200|
## |AALS-Set8  |NA    |0     |4         |    11520|      235|
## |AALS-Set8  |NA    |0     |5         |    11403|      265|
## |AALS-Set8  |NA    |0     |6         |    11102|      296|
## |AALS-Set8  |NA    |0     |7         |    11118|      369|
## |AALS-Set8  |NA    |0     |8         |    10884|      571|
## |AALS-Set8  |NA    |1     |1         |    12906|      359|
## |AALS-Set8  |NA    |1     |2         |    14378|      320|
## |AALS-Set8  |NA    |1     |3         |    16760|      291|
## |AALS-Set8  |NA    |1     |4         |    18186|      355|
## |AALS-Set8  |NA    |1     |5         |    18393|      377|
## |AALS-Set8  |NA    |1     |6         |    19035|      389|
## |AALS-Set8  |NA    |1     |7         |    18747|      613|
## |AALS-Set8  |NA    |1     |8         |    18455|     1052|
## 
## 
## |Experiment | sum_live| sum_dead|
## |:----------|--------:|--------:|
## |AALS-Set10 |    99678|     2399|
## |AALS-Set11 |    42557|     7191|
## |AALS-Set12 |    68380|     6693|
## |AALS-Set13 |   185254|    24174|
## |AALS-Set18 |   122193|    10483|
## |AALS-Set20 |   402352|    85062|
## |AALS-Set21 |   178113|    15574|
## |AALS-Set22 |   153014|     5977|
## |AALS-Set25 |    86385|     8924|
## |AALS-Set26 |    68162|     7790|
## |AALS-Set29 |    39701|     2642|
## |AALS-Set33 |    22506|     1962|
## |AALS-Set34 |     3101|      186|
## |AALS-Set35 |     9810|      368|
## |AALS-Set36 |    25345|     2688|
## |AALS-Set41 |     6201|      668|
## |AALS-Set44 |    13554|     1698|
## |AALS-Set5  |    63360|    12614|
## |AALS-Set8  |   223077|     6146|

————————————————————————

Odds Ratio Comparing Class:

Odds Ratio Comparing: 0 vs 1 with no drug

[1] “Overall significance (p-value) of association across all time-points = 1.19157140228816e-29”

[1] “Akaike Information Criterion (AIC) = 111661.508658041”

glm - 0 vs 1
Estimate Std. Error z value Pr(>|z|)
(Intercept) -2.8700179 0.2516979 -11.4026288 0.0000000
Class1 -0.0461817 0.2734930 -0.1688590 0.8659076
Timepoint2 -0.0178461 0.0174857 -1.0206105 0.3074390
Timepoint3 0.1211496 0.0169506 7.1471960 0.0000000
Timepoint4 0.1816930 0.0166782 10.8940612 0.0000000
Timepoint5 0.2835551 0.0164249 17.2637786 0.0000000
Timepoint6 0.4838497 0.0161266 30.0032286 0.0000000
Timepoint7 0.6779462 0.0157531 43.0356688 0.0000000
Timepoint8 0.9024062 0.0154500 58.4083077 0.0000000
Timepoint9 0.8418970 0.0203526 41.3655488 0.0000000
Timepoint11 1.3434085 0.0258985 51.8719826 0.0000000
Class1:Timepoint2 0.0808681 0.0239648 3.3744501 0.0007396
Class1:Timepoint3 0.0991032 0.0232336 4.2655043 0.0000199
Class1:Timepoint4 0.0611105 0.0229685 2.6606238 0.0077996
Class1:Timepoint5 0.1288587 0.0225124 5.7239062 0.0000000
Class1:Timepoint6 0.0749283 0.0223574 3.3513866 0.0008041
Class1:Timepoint7 0.0943458 0.0216458 4.3586201 0.0000131
Class1:Timepoint8 0.0906639 0.0212554 4.2654560 0.0000199
Class1:Timepoint9 0.3405508 0.0289691 11.7556489 0.0000000
Class1:Timepoint11 0.0341537 0.0355801 0.9599102 0.3371004
OR Time lower upper lower99 upper99 pvalue Reference Compare
0.9548684 0 0.5586523 1.632095 0.4721653 1.931048 0.8659076 0 1
1.0352949 1 0.6057553 1.769420 0.5119891 2.093473 0.8990621 0 1
1.0543468 2 0.6169745 1.801772 0.5214906 2.131673 0.8465101 0 1
1.0150407 3 0.5940033 1.734515 0.5020824 2.052069 0.9564487 0 1
1.0861909 4 0.6356892 1.855955 0.5373304 2.195689 0.7622840 0 1
1.0291637 5 0.6023265 1.758478 0.5091331 2.080356 0.9162358 0 1
1.0493427 6 0.6142062 1.792753 0.5191932 2.120829 0.8600917 0 1
1.0454863 7 0.6119956 1.786029 0.5173370 2.112823 0.8706706 0 1
1.3422792 8 0.7847380 2.295943 0.6630983 2.717113 0.2824324 0 1
0.9880440 9 0.5767471 1.692650 0.4871106 2.004126 0.9650692 0 1
OR Time lower upper lower99 upper99
1.060006 4.5 0.6201088 1.811961 0.524093 2.14392

First half Mean

OR Time lower upper lower99 upper99
1.029148 2 0.6022149 1.758751 0.5090116 2.08079

Second half Mean

OR Time lower upper lower99 upper99
1.090863 7 0.6380027 1.86517 0.5391744 2.20705

Odds Ratio Comparing: 1 vs 0 with no drug

[1] “Overall significance (p-value) of association across all time-points = 1.1915788479917e-29”

[1] “Akaike Information Criterion (AIC) = 111661.508671179”

glm - 1 vs 0
Estimate Std. Error z value Pr(>|z|)
(Intercept) -2.9160684 0.2397830 -12.1612806 0.0000000
Class0 0.0461837 0.2732804 0.1689975 0.8657986
Timepoint2 0.0629817 0.0163883 3.8430948 0.0001215
Timepoint3 0.2202548 0.0158903 13.8609289 0.0000000
Timepoint4 0.2427955 0.0157932 15.3733823 0.0000000
Timepoint5 0.4124032 0.0153968 26.7849505 0.0000000
Timepoint6 0.5587711 0.0154869 36.0802439 0.0000000
Timepoint7 0.7722998 0.0148463 52.0195673 0.0000000
Timepoint8 0.9930583 0.0145984 68.0250650 0.0000000
Timepoint9 1.1824159 0.0206396 57.2886717 0.0000000
Timepoint11 1.3775787 0.0244703 56.2960308 0.0000000
Class0:Timepoint2 -0.0808094 0.0239645 -3.3720408 0.0007461
Class0:Timepoint3 -0.0991107 0.0232329 -4.2659681 0.0000199
Class0:Timepoint4 -0.0611086 0.0229677 -2.6606277 0.0077995
Class0:Timepoint5 -0.1288615 0.0225121 -5.7240949 0.0000000
Class0:Timepoint6 -0.0749345 0.0223573 -3.3516701 0.0008033
Class0:Timepoint7 -0.0943610 0.0216453 -4.3594242 0.0000130
Class0:Timepoint8 -0.0906669 0.0212549 -4.2656921 0.0000199
Class0:Timepoint9 -0.3405091 0.0289680 -11.7546551 0.0000000
Class0:Timepoint11 -0.0341601 0.0355783 -0.9601385 0.3369855
OR Time lower upper lower99 upper99 pvalue Reference Compare
1.0472668 0 0.6129659 1.789280 0.5181382 2.116748 0.8657986 1 0
0.9659669 1 0.5654425 1.650198 0.4779831 1.952145 0.8991543 1 0
0.9484492 2 0.5552513 1.620088 0.4693849 1.916457 0.8463691 1 0
0.9851860 3 0.5767839 1.682764 0.4875944 1.990571 0.9564246 1 0
0.9206477 4 0.5390412 1.572407 0.4556990 1.859983 0.7620934 1 0
0.9716586 5 0.5689180 1.659502 0.4809591 1.962995 0.9161560 1 0
0.9529648 6 0.5580389 1.627381 0.4717795 1.924929 0.8599400 1 0
0.9564916 7 0.5601460 1.633282 0.4735721 1.931863 0.8705626 1 0
0.7450340 8 0.4357613 1.273807 0.3682661 1.507268 0.2821099 1 0
1.0120962 9 0.5910539 1.733072 0.4992646 2.051695 0.9650527 1 0
OR Time lower upper lower99 upper99
0.9505762 4.5 0.5563403 1.624178 0.4702641 1.921465

First half Mean

OR Time lower upper lower99 upper99
0.9735033 2 0.569897 1.662947 0.4817599 1.967181

Second half Mean

OR Time lower upper lower99 upper99
0.9276491 7 0.5427836 1.585409 0.4587683 1.87575

[1] TRUE TRUE

Odds Ratio Combined

Reference condition: 0

Odds Ratio Combined

Reference condition: 1

] NULL

[[2]] NULL